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HP HPE2-B08 Exam Syllabus Topics:

HPE Private Cloud AI Solutions Sample Questions:

1. The three pre-defined sizes (Small, Medium, Large) of HPE Private Cloud AI are designed to address different primary workloads. Match the configuration size to its intended primary workload.
*Configuration Size:
1. Small
2. Medium
3. Large
*Primary Workload:
a. AI Inferencing with RAG and large-scale Fine-Tuning
b. AI Inferencing
c. AI Inferencing with RAG

A) 1-c, 2-a, 3-b
B) 1-b, 2-a, 3-c
C) 1-b, 2-c, 3-a
D) 1-a, 2-b, 3-c

2. A company is implementing a RAG-based chatbot using HPE Private Cloud AI. To ensure the chatbot provides safe and appropriate responses, the development team needs to implement guardrails to prevent it from discussing off-topic subjects and to block it from using harmful language.
Which specific toolkit within the NVIDIA NeMo framework is designed for this purpose?
```
NVIDIA NeMo Framework Components:
1. NeMo Curator
2. NeMo Customizer
3. NeMo Evaluator
4. NeMo Retriever
5. NeMo Guardrails
```

A) NeMo Retriever
B) NeMo Guardrails
C) NeMo Curator
D) NeMo Evaluator
E) NeMo Customizer

3. An architect is designing a distributed training solution using HPE Private Cloud AI. The solution involves multiple HPE ProLiant DL380a servers, each with four NVIDIA H100 GPUs.
Review the logical network topology:
```
[HPE ProLiant Server 1] \
- GPU 0 <--> GPU 1 (Internal)
- GPU 2 <--> GPU 3 (Internal)
\
[NVIDIA Spectrum Switch (RoCE)] <--> [HPE GreenLake for File Storage]
/
[HPE ProLiant Server 2] /
- GPU 0 <--> GPU 1 (Internal)
- GPU 2 <--> GPU 3 (Internal)
```
Which interconnect technology facilitates the highest-bandwidth communication path labeled "(Internal)" for scaling the training job across the GPUs within a single server?

A) RDMA over Converged Ethernet (RoCE)
B) PCI Express (PCIe) Gen5
C) GPUDirect Storage (GDS)
D) NVIDIA NVLink Bridge

4. A customer has selected the "HPE Private Cloud AI - Medium - Expanded" configuration.
Which of the following resource counts correctly describes this specific configuration?

A) 2 worker nodes, 8 total L40S GPUs, single rack
B) 4 worker nodes, 16 total H100 NVL GPUs, dual rack
C) 8 worker nodes, 32 total H100 NVL GPUs, dual rack
D) 4 worker nodes, 16 total L40S GPUs, single rack

5. A customer is expanding their HPE Private Cloud AI "Medium" configuration to support a new generative AI inferencing workload. They are concerned about network congestion and latency, as the AI workload is known to generate large, sudden bursts of traffic between the compute nodes and the storage system.
The solution uses NVIDIA Spectrum SN4700M switches for the AI interconnect.
Which feature of these switches is specifically designed to handle bursty traffic and prevent packet loss in a lossless Ethernet fabric?

A) Integrated Silicon Root of Trust to validate the switch firmware integrity.
B) The ability to route traffic based on application-layer metadata.
C) Support for Fibre Channel over Ethernet (FCoE) encapsulation.
D) A fully shared buffer architecture that can dynamically absorb traffic bursts from any port.

Solutions: